Social Network Analysis - Amber Heard Case - Twitter

MAHMOUD NAGY - MAR 2022

Table of Contents

Introduction

Twitter - Social Network Analysis on Amber Heard's Case

Threat & Hate-Speech Vs Others


A Heat Map for the Threat tweets (ALL)

Note:

  • The number of threat tweets are increasing from 2018 to 2020
  • For 2021: the data is not complete (only till April)

Threat Keywords

Kill & Death


Hell & Burn


Punish, Crime, Jail & Prison



Exploratory Data Analysis


Exploring Threat tweets

Kill & Death

A Heat Map for the "Kill & Death" tweets (ALL)

"Kill & Death" tweets Peak Dates (ALL)

Most Repeated "Kill & Death" tweets


Top Users Commented with "Kill & Death" keywords



Kill & Death (More Investigations)

NOTE: "These areas are extracted from the text to help in extracting the keywords to be used in the analysis"

Death, Die, Kill & Murder

Kill & Murder


Kill Her

Death

Kiss Of Death

Die

pay for her crime

Hell & Burn

A Heat Map for the "Hell & Burn" tweets (ALL)

"Hell & Burn" tweets Peak Dates (ALL)

Most Repeated "Hell & Burn" tweets


Top Users Commented with "Hell & Burn" keywords


Crime & Jail

A Heat Map for the "Crime & Jail" tweets (ALL)

"Crime & Jail" tweets Peak Dates (ALL)

Most Repeated "Crime & Jail" tweets


Top Users Commented with "Crime & Jail" keywords

All the users are investigated in the threat users below


All Threat

We will use only specific keywords to filter only threat tweets

This get only about one-third of the previous keywords counts (But More Accurate Results)


A Heat Map for the Threat tweets (ALL)

Threat tweets Peak Dates (ALL)

Most Repeated Threat tweets

All text containing "go to hell"